Most of What the Agent Writes Should Be Thrown Away. A team built about a hundred versions of one loading spinner and shipped a dozen. The eighty in the bin were not waste. They were the method. prototyping iteration product-decisions engineering-management ai-tools About eighty versions of a single loading spinner went into the bin. The …
Most of What the Agent Writes Should Be Thrown Away · Hanh D. Brown Read More »
a cleaning company to request a quote for cleaning a couch. They asked about its size and material and requested a picture of it. They also needed my address because travel time varies significantly across the city and therefore affects the price. After receiving the quote for the couch, I asked about apartment cleaning. This …
I Replaced a 15-Minute Booking Process with a LangGraph AI Agent Read More »
Why Your Messy Codebase Is Now a Performance Problem. Tidiness used to be an argument about taste. Now the half finished migration nobody wanted to talk about is quietly setting the speed limit for every tool you bought. technical-debt codebase-hygiene ai-tools migrations engineering-management Watch a new hire on their first week. They open the codebase, …
Why Your Messy Codebase Is Now a Performance Problem · Hanh D. Brown Read More »
# Introduction Most people picture building a voice agent as stitching three things together: speech-to-text (STT), a large language model (LLM), and text-to-speech (TTS). Wire them up, and you’re done. That picture is correct as far as it goes, and it describes the simplest architecture, where each stage waits for the previous one to fully …
How Much AI Autonomy Can Your Team Actually Supervise?. Every AI tool has a dial on it. Most of the argument about agents is really an argument about where that dial should sit, and almost nobody says so out loud. autonomy human-in-the-loop ai-products agent-ready-docs verification Every Artificial Intelligence (AI) tool you use has a dial …
How Much AI Autonomy Can Your Team Actually Supervise? · Hanh D. Brown Read More »
For robots to assist humans in everyday environments, accurate spatial reasoning is not enough. Robots must also think fast, timing their decisions and reasoning with the real-time speed of the physical world. That’s why today we’re launching Gemini Robotics ER 2, our most capable “embodied reasoning” model for robotics. Think of Gemini Robotics ER 2 …
Agentic Engineering: Who Holds the Quality Bar When Agents Write the Code. The machine stopped needing me to fix it, and that was the unsettling part. Vibe coding raises the floor. Agentic engineering holds the bar. The spec, the taste, and the understanding still belong to you. ai-2026 agentic-engineering vibe-coding jagged-intelligence ai-agents There was a …
Who Holds the Quality Bar When Agents Write the Code · Hanh D. Brown Read More »
The Physics: Energy, Probability, and Temperature that can exist in several different states. Each state has an associated energy. Some states are cheap, requiring very little energy, while others are expensive. One fundamental question statistical physics asks is deceptively simple: Given all these possible states, how likely is the system to occupy each one? At …
AI Sample Efficiency Is Why Humans Still Learn Faster. We treat these models as glittering minds. The real engine is invisible: a massive black hole of data at the center, a millionfold more than a person ever sees. ai-2026 sample-efficiency ai-training-data scaling-laws ai-jobs You have probably pictured these models as glittering minds. Quick, fluent, a …
AI Sample Efficiency Is Why Humans Still Learn Faster · Hanh D. Brown Read More »
# Introduction The narrative around generative AI is shifting in 2026. While massive frontier models keep grabbing headlines, the reality of enterprise AI deployment looks very different. Cost constraints, latency limits, and strict data privacy requirements have pushed engineering teams away from trillion-parameter behemoths and toward small language models (SLMs). Ranging from 1 billion to …
5 Must-Read Resources for Mastering Small Language Models Read More »
